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Add support for OpenAI, Azure, Cohere, Replicate Embedding Models - using litellm #15

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Add support for OpenAI, Azure, Cohere, Replicate Embedding Models - using litellm #15

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5 changes: 3 additions & 2 deletions embedders/classification/contextual.py
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Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@
import torch
import openai
from openai import error as openai_error
from litellm import embedding
import cohere


Expand Down Expand Up @@ -121,11 +122,11 @@ def _encode(
documents_batch = [doc.replace("\n", " ") for doc in documents_batch]
try:
if self.use_azure:
response = openai.Embedding.create(
response = embedding(
input=documents_batch, engine=self.model_name
)
else:
response = openai.Embedding.create(
response = embedding(
input=documents_batch, model=self.model_name
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in order to use cohere/replicate/other embedding models, just pass in the the model here

)
embeddings = [entry["embedding"] for entry in response["data"]]
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1 change: 1 addition & 0 deletions requirements.txt
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Expand Up @@ -7,3 +7,4 @@ tqdm
transformers>=4.6.0,<5.0.0
openai
cohere
litellm